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ai-ugc-ads

When the user wants to create UGC ad campaigns, recruit UGC creators, generate AI UGC content, or scale with user-generated content. Also use when the user mentions 'UGC,' 'user-generated content,' 'creator ads,' 'Spark Ads,' 'whitelisting,' 'AI UGC,' 'Arcads,' 'Creatify,' 'creator brief,' or 'UGC testing.' This skill covers the UGC growth framework from creator recruitment through AI-powered scaling. Do NOT use for technical implementation, code review, or software architecture.

69

Quality

84%

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

77%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A highly actionable, well-sequenced strategy guide with concrete templates, thresholds, and validation checkpoints. Its weaknesses are token efficiency (redundant sections and non-isolated time-sensitive data) and the absence of any bundle files, leaving a large monolithic body that could benefit from progressive disclosure.

Suggestions

Deduplicate the questioning guidance: merge 'Before Starting' and 'Questions to Ask' into one block, and consolidate the budget decision guidance so the $0 path, Quick Reference budget tiers, and Section 1 staging do not restate each other.

Move the time-sensitive 2025-2026 benchmark, rate, and tool-pricing tables into a dedicated reference file (or clearly marked 'current benchmarks' section) so stale figures can be updated without bloating the main workflow, and signal the reference from SKILL.md.

Consider extracting the rate-benchmark and platform-spec tables into references/ files to reduce the inline footprint and give SKILL.md a leaner overview that points one level deep to the detailed data.

DimensionReasoningScore

Conciseness

Mostly efficient and information-dense with domain-specific data Claude lacks, but it repeats question sets ('Before Starting' vs 'Questions to Ask') and re-states the budget framework in multiple places, and time-sensitive 2025-2026 figures are not isolated in a deprecated/old-patterns section.

3 / 5

Actionability

Fully executable guidance: a copy-paste brief template, a ready-to-use DM template, exact rate and benchmark tables, specific tool prices, and concrete budgets/thresholds ('$20-30/day per variation,' 'CTR < 0.5% with 2K+ impressions') covering the common cases.

5 / 5

Workflow Clarity

Clear sequenced workflows (4-stage flywheel, 3x3x3 testing with phase goals, 7-step AI production, Spark Ads setup) with explicit validation checkpoints (kill criteria, fatigue signals, phase targets) and a weekly operations checklist providing feedback loops.

5 / 5

Progressive Disclosure

Well-organized with numbered sections and headers, but with no bundle files present all ~425 lines live in SKILL.md, including benchmark/rate/tool-comparison tables that could plausibly be split into separate reference files.

3 / 5

Total

16

/

20

Passed

Description

91%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description that clearly states capabilities, packs in natural trigger terms including synonyms and tool names, and answers both what and when with an explicit negative boundary. Minor overlap risk with adjacent paid-creative skills keeps distinctiveness just below the top anchor.

DimensionReasoningScore

Specificity

Names several concrete actions ('create UGC ad campaigns, recruit UGC creators, generate AI UGC content, or scale with user-generated content'), but the actions stay fairly high-level and testing/briefing appear only as triggers, leaving minor coverage gaps.

4 / 5

Completeness

Explicitly answers both what ('UGC growth framework from creator recruitment through AI-powered scaling') and when ('When the user wants to...' plus 'Also use when the user mentions...'), with concrete trigger phrases and an explicit negative boundary.

5 / 5

Trigger Term Quality

Comprehensive natural-term coverage including synonyms ('UGC,' 'user-generated content'), platform features ('Spark Ads,' 'whitelisting'), and specific tools ('Arcads,' 'Creatify') that users would actually say.

5 / 5

Distinctiveness Conflict Risk

Clear UGC niche with distinct triggers and an explicit 'Do NOT use for technical implementation, code review, or software architecture' boundary, but minor overlap risk remains with closely related creative/paid skills that the boundary does not address.

4 / 5

Total

18

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
tech-leads-club/agent-skills
Reviewed

Table of Contents

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